On the Existence of Epipolar Matrices
October 06, 2015 Β· Declared Dead Β· π International Journal of Computer Vision
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Authors
Sameer Agarwal, Hon-Leung Lee, Bernd Sturmfels, Rekha R. Thomas
arXiv ID
1510.01401
Category
cs.CV: Computer Vision
Cross-listed
math.AG
Citations
33
Venue
International Journal of Computer Vision
Last Checked
6 months ago
Abstract
This paper considers the foundational question of the existence of a fundamental (resp. essential) matrix given $m$ point correspondences in two views. We present a complete answer for the existence of fundamental matrices for any value of $m$. Using examples we disprove the widely held beliefs that fundamental matrices always exist whenever $m \leq 7$. At the same time, we prove that they exist unconditionally when $m \leq 5$. Under a mild genericity condition, we show that an essential matrix always exists when $m \leq 4$. We also characterize the six and seven point configurations in two views for which all matrices satisfying the epipolar constraint have rank at most one.
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